Profile Report

Dataset statistics

Number of variables	52
Number of observations	37472
Missing cells	55496
Missing cells (%)	2.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.4 MiB
Average record size in memory	264.1 B

Variable types

Categorical	23
Numeric	26
DateTime	3

Alerts

`age` is highly overall correlated with `lab_urea` and 1 other fields	High correlation
`delta_days_death` is highly overall correlated with `hospital_outcome` and 1 other fields	High correlation
`hospital_outcome` is highly overall correlated with `delta_days_death`	High correlation
`inpatient_days` is highly overall correlated with `delta_days_death`	High correlation
`lab_alt` is highly overall correlated with `lab_ast`	High correlation
`lab_ast` is highly overall correlated with `lab_alt` and 1 other fields	High correlation
`lab_creatinine` is highly overall correlated with `lab_urea` and 1 other fields	High correlation
`lab_hct` is highly overall correlated with `lab_hemoglobin` and 1 other fields	High correlation
`lab_hemoglobin` is highly overall correlated with `lab_hct` and 1 other fields	High correlation
`lab_ldh` is highly overall correlated with `lab_ast`	High correlation
`lab_leukocyte` is highly overall correlated with `lab_lymphocyte_percentage` and 1 other fields	High correlation
`lab_lymphocyte` is highly overall correlated with `lab_lymphocyte_percentage` and 1 other fields	High correlation
`lab_lymphocyte_percentage` is highly overall correlated with `lab_leukocyte` and 3 other fields	High correlation
`lab_mch` is highly overall correlated with `lab_mcv`	High correlation
`lab_mcv` is highly overall correlated with `lab_mch`	High correlation
`lab_neutrophil` is highly overall correlated with `lab_leukocyte` and 2 other fields	High correlation
`lab_neutrophil_percentage` is highly overall correlated with `lab_lymphocyte` and 2 other fields	High correlation
`lab_rbc` is highly overall correlated with `lab_hct` and 1 other fields	High correlation
`lab_urea` is highly overall correlated with `age` and 1 other fields	High correlation
`num_shots` is highly overall correlated with `vaccinated` and 2 other fields	High correlation
`pmhx_ckd` is highly overall correlated with `lab_creatinine`	High correlation
`pmhx_htn` is highly overall correlated with `age`	High correlation
`vaccinated` is highly overall correlated with `num_shots` and 2 other fields	High correlation
`wave_3` is highly overall correlated with `num_shots` and 1 other fields	High correlation
`wave_7` is highly overall correlated with `num_shots` and 1 other fields	High correlation
`icu` is highly imbalanced (54.3%)	Imbalance
`pmhx_chronicliver` is highly imbalanced (55.2%)	Imbalance
`pmhx_stroke` is highly imbalanced (69.9%)	Imbalance
`death_datetime` has 27748 (74.0%) missing values	Missing
`delta_days_death` has 27748 (74.0%) missing values	Missing
`lab_alt` is highly skewed (γ1 = 22.82635265)	Skewed
`lab_ast` is highly skewed (γ1 = 30.02483039)	Skewed
`lab_leukocyte` is highly skewed (γ1 = 45.09689427)	Skewed
`lab_lymphocyte` is highly skewed (γ1 = 61.95799844)	Skewed
`num_shots` has 22863 (61.0%) zeros	Zeros

Reproduction

Analysis started	2024-01-16 08:21:15.954832
Analysis finished	2024-01-16 08:24:08.409827
Duration	2 minutes and 52.45 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	21552
1	15920

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

Most occurring characters

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21552	57.5%
1	15920	42.5%

age
Real number (ℝ)

HIGH CORRELATION

Distinct	89
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.090334

Minimum	18
Maximum	108
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	18
5-th percentile	35
Q1	54
median	68
Q3	80
95-th percentile	91
Maximum	108
Range	90
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	17.430654
Coefficient of variation (CV)	0.26373983
Kurtosis	-0.57663514
Mean	66.090334
Median Absolute Deviation (MAD)	13
Skewness	-0.405563
Sum	2476537
Variance	303.82769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	829	2.2%
75	826	2.2%
77	825	2.2%
76	824	2.2%
85	818	2.2%
86	792	2.1%
84	761	2.0%
73	758	2.0%
87	757	2.0%
88	754	2.0%
Other values (79)	29528	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	49	0.1%
19	36	0.1%
20	48	0.1%
21	56	0.1%
22	55	0.1%
23	77	0.2%
24	74	0.2%
25	93	0.2%
26	116	0.3%
27	114	0.3%

Value	Count	Frequency (%)
108	1	< 0.1%
105	2	< 0.1%
104	2	< 0.1%
103	4	< 0.1%
102	5	< 0.1%
101	14	< 0.1%
100	29	0.1%
99	31	0.1%
98	79	0.2%
97	92	0.2%

num_shots
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.96338599

Minimum	0
Maximum	5
Zeros	22863
Zeros (%)	61.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2939069
Coefficient of variation (CV)	1.3430826
Kurtosis	-1.0151536
Mean	0.96338599
Median Absolute Deviation (MAD)	0
Skewness	0.80101994
Sum	36100
Variance	1.6741951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	22863	61.0%
3	7322	19.5%
2	5024	13.4%
1	1667	4.4%
4	561	1.5%
5	35	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22863	61.0%
1	1667	4.4%
2	5024	13.4%
3	7322	19.5%
4	561	1.5%
5	35	0.1%

Value	Count	Frequency (%)
5	35	0.1%
4	561	1.5%
3	7322	19.5%
2	5024	13.4%
1	1667	4.4%
0	22863	61.0%

type_center
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

Regional Hospital	14969
Specialized Hospital	14035
County Hospital	8468

Length

Max length	20
Median length	17
Mean length	17.671675
Min length	15

Characters and Unicode

Total characters	662193
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	County Hospital
2nd row	County Hospital
3rd row	County Hospital
4th row	County Hospital
5th row	County Hospital

Common Values

Value	Count	Frequency (%)
Regional Hospital	14969	39.9%
Specialized Hospital	14035	37.5%
County Hospital	8468	22.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hospital	37472	50.0%
regional	14969	20.0%
specialized	14035	18.7%
county	8468	11.3%

Most occurring characters

Value	Count	Frequency (%)
i	80511	12.2%
a	66476	10.0%
l	66476	10.0%
o	60909	9.2%
p	51507	7.8%
t	45940	6.9%
e	43039	6.5%
s	37472	5.7%
	37472	5.7%
H	37472	5.7%
Other values (10)	134919	20.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	549777	83.0%
Uppercase Letter	74944	11.3%
Space Separator	37472	5.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	80511	14.6%
a	66476	12.1%
l	66476	12.1%
o	60909	11.1%
p	51507	9.4%
t	45940	8.4%
e	43039	7.8%
s	37472	6.8%
n	23437	4.3%
g	14969	2.7%
Other values (5)	59041	10.7%

Uppercase Letter

Value	Count	Frequency (%)
H	37472	50.0%
R	14969	20.0%
S	14035	18.7%
C	8468	11.3%

Space Separator

Value	Count	Frequency (%)
	37472	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	624721	94.3%
Common	37472	5.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	80511	12.9%
a	66476	10.6%
l	66476	10.6%
o	60909	9.7%
p	51507	8.2%
t	45940	7.4%
e	43039	6.9%
s	37472	6.0%
H	37472	6.0%
n	23437	3.8%
Other values (9)	111482	17.8%

Common

Value	Count	Frequency (%)
	37472	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	662193	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	80511	12.2%
a	66476	10.0%
l	66476	10.0%
o	60909	9.2%
p	51507	7.8%
t	45940	6.9%
e	43039	6.5%
s	37472	5.7%
	37472	5.7%
H	37472	5.7%
Other values (10)	134919	20.4%

vaccinated
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	22863
1	14609

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

Most occurring characters

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	22863	61.0%
1	14609	39.0%

icu
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	33871
1	3601

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

Most occurring characters

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33871	90.4%
1	3601	9.6%

inpatient_days
Real number (ℝ)

HIGH CORRELATION

Distinct	159
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.3576

Minimum	0
Maximum	404
Zeros	130
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	13
95-th percentile	32
Maximum	404
Range	404
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	12.912468
Coefficient of variation (CV)	1.136901
Kurtosis	78.299992
Mean	11.3576
Median Absolute Deviation (MAD)	4
Skewness	6.0260633
Sum	425592
Variance	166.73182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	3341	8.9%
5	3305	8.8%
4	3181	8.5%
7	3065	8.2%
8	2615	7.0%
3	2550	6.8%
9	2163	5.8%
10	1829	4.9%
11	1613	4.3%
2	1578	4.2%
Other values (149)	12232	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	0.3%
1	793	2.1%
2	1578	4.2%
3	2550	6.8%
4	3181	8.5%
5	3305	8.8%
6	3341	8.9%
7	3065	8.2%
8	2615	7.0%
9	2163	5.8%

Value	Count	Frequency (%)
404	1	< 0.1%
309	1	< 0.1%
276	1	< 0.1%
273	1	< 0.1%
250	1	< 0.1%
244	1	< 0.1%
225	1	< 0.1%
212	1	< 0.1%
204	1	< 0.1%
203	2	< 0.1%

admission_datetime
Date

Distinct	703
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	585.5 KiB

Minimum	2020-12-21 00:00:00
Maximum	2022-11-28 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

discharge_datetime
Date

Distinct	705
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	585.5 KiB

Minimum	2020-12-22 00:00:00
Maximum	2022-11-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

hospital_outcome
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	30252
1	7220

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

Most occurring characters

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30252	80.7%
1	7220	19.3%

death_datetime
Date

MISSING

Distinct	783
Distinct (%)	8.1%
Missing	27748
Missing (%)	74.0%
Memory size	585.5 KiB

Minimum	2020-12-22 00:00:00
Maximum	2023-02-23 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

delta_days_death
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	626
Distinct (%)	6.4%
Missing	27748
Missing (%)	74.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.127931

Minimum	0
Maximum	772
Zeros	62
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	622.1 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	16
Q3	53.25
95-th percentile	360.85
Maximum	772
Range	772
Interquartile range (IQR)	46.25

Descriptive statistics

Standard deviation	126.43216
Coefficient of variation (CV)	1.8558051
Kurtosis	8.616077
Mean	68.127931
Median Absolute Deviation (MAD)	12
Skewness	2.8880705
Sum	662476
Variance	15985.091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	426	1.1%
3	425	1.1%
6	387	1.0%
5	362	1.0%
2	356	1.0%
9	348	0.9%
8	331	0.9%
7	323	0.9%
1	315	0.8%
10	299	0.8%
Other values (616)	6152	16.4%
(Missing)	27748	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	0.2%
1	315	0.8%
2	356	1.0%
3	425	1.1%
4	426	1.1%
5	362	1.0%
6	387	1.0%
7	323	0.9%
8	331	0.9%
9	348	0.9%

Value	Count	Frequency (%)
772	1	< 0.1%
749	1	< 0.1%
748	1	< 0.1%
742	1	< 0.1%
739	1	< 0.1%
737	2	< 0.1%
735	2	< 0.1%
734	1	< 0.1%
732	1	< 0.1%
730	2	< 0.1%

wave_3
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	25530
1	11942

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

Most occurring characters

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25530	68.1%
1	11942	31.9%

wave_4
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	30375
1	7097

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

Most occurring characters

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30375	81.1%
1	7097	18.9%

wave_5
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	32357
1	5115

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

Most occurring characters

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	32357	86.3%
1	5115	13.7%

wave_6
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	30469
1	7003

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

Most occurring characters

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30469	81.3%
1	7003	18.7%

wave_7
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	31157
1	6315

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

Most occurring characters

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31157	83.1%
1	6315	16.9%

pmhx_activecancer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	32021
1	5451

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

Most occurring characters

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	32021	85.5%
1	5451	14.5%

pmhx_asthma
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	32443
1	5029

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

Most occurring characters

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	32443	86.6%
1	5029	13.4%

pmhx_chf
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	28744
1	8728

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

Most occurring characters

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28744	76.7%
1	8728	23.3%

pmhx_chronicliver
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	33971
1	3501

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

Most occurring characters

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33971	90.7%
1	3501	9.3%

pmhx_ckd
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	31069
1	6403

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

Most occurring characters

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31069	82.9%
1	6403	17.1%

pmhx_copd
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	29487
1	7985

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

Most occurring characters

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	29487	78.7%
1	7985	21.3%

pmhx_dementia
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	30879
1	6593

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

Most occurring characters

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30879	82.4%
1	6593	17.6%

pmhx_diabetes
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	24076
1	13396

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

Most occurring characters

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24076	64.3%
1	13396	35.7%

pmhx_hld
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

1	20414
0	17058

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

Most occurring characters

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20414	54.5%
0	17058	45.5%

pmhx_htn
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

1	25096
0	12376

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

Most occurring characters

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	25096	67.0%
0	12376	33.0%

pmhx_ihd
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	32859
1	4613

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

Most occurring characters

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	32859	87.7%
1	4613	12.3%

pmhx_obesity
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	28035
1	9437

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

Most occurring characters

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28035	74.8%
1	9437	25.2%

pmhx_stroke
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	329.5 KiB

0	35469
1	2003

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	37472
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

Most occurring characters

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	37472	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	37472	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37472	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	35469	94.7%
1	2003	5.3%

lab_alt
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3915
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.7487

Minimum	0
Maximum	4308
Zeros	49
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	19
median	31
Q3	43
95-th percentile	95.4895
Maximum	4308
Range	4308
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	54.732262
Coefficient of variation (CV)	1.3769573
Kurtosis	1226.6947
Mean	39.7487
Median Absolute Deviation (MAD)	12
Skewness	22.826353
Sum	1489463.3
Variance	2995.6205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	1364	3.6%
21	1276	3.4%
14	1153	3.1%
15	1070	2.9%
11	1048	2.8%
25	959	2.6%
28	889	2.4%
17	883	2.4%
24	835	2.2%
31	806	2.2%
Other values (3905)	27189	72.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	0.1%
0.1	1	< 0.1%
0.35	1	< 0.1%
0.85	1	< 0.1%
0.88	1	< 0.1%
0.98	1	< 0.1%
1	16	< 0.1%
1.1	1	< 0.1%
1.6	1	< 0.1%
1.84	1	< 0.1%

Value	Count	Frequency (%)
4308	1	< 0.1%
2188	1	< 0.1%
1993.65	1	< 0.1%
1685	1	< 0.1%
1643	1	< 0.1%
1641	1	< 0.1%
1368	1	< 0.1%
1251	1	< 0.1%
1208	1	< 0.1%
1196	1	< 0.1%

lab_ast
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	5465
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.670894

Minimum	0
Maximum	4982
Zeros	212
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	25
median	37.33
Q3	50
95-th percentile	102
Maximum	4982
Range	4982
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	76.356505
Coefficient of variation (CV)	1.6360626
Kurtosis	1449.4775
Mean	46.670894
Median Absolute Deviation (MAD)	12.33
Skewness	30.02483
Sum	1748851.7
Variance	5830.3158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	1023	2.7%
21	1006	2.7%
28	1004	2.7%
31	970	2.6%
24	785	2.1%
18	783	2.1%
34	756	2.0%
38	723	1.9%
22	710	1.9%
27	700	1.9%
Other values (5455)	29012	77.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	212	0.6%
0.08	1	< 0.1%
0.09	1	< 0.1%
0.1	1	< 0.1%
0.14	1	< 0.1%
0.17	1	< 0.1%
0.18	3	< 0.1%
0.21	3	< 0.1%
0.22	1	< 0.1%
0.31	1	< 0.1%

Value	Count	Frequency (%)
4982	1	< 0.1%
4854	1	< 0.1%
4212	1	< 0.1%
3101	1	< 0.1%
2862	1	< 0.1%
2770	1	< 0.1%
2673	1	< 0.1%
2240.07	1	< 0.1%
2180	1	< 0.1%
2157	1	< 0.1%

lab_creatinine
Real number (ℝ)

HIGH CORRELATION

Distinct	745
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2014515

Minimum	0.09
Maximum	16.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0.09
5-th percentile	0.59
Q1	0.79
median	0.99
Q3	1.25
95-th percentile	2.5
Maximum	16.5
Range	16.41
Interquartile range (IQR)	0.46

Descriptive statistics

Standard deviation	0.88370062
Coefficient of variation (CV)	0.73552751
Kurtosis	45.353988
Mean	1.2014515
Median Absolute Deviation (MAD)	0.23
Skewness	5.4190003
Sum	45020.79
Variance	0.78092678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.19	764	2.0%
0.9	724	1.9%
1.2	682	1.8%
0.84	589	1.6%
0.73	575	1.5%
0.8	551	1.5%
0.78	548	1.5%
0.82	543	1.4%
0.99	542	1.4%
0.81	541	1.4%
Other values (735)	31413	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.2	1	< 0.1%
0.21	4	< 0.1%
0.23	3	< 0.1%
0.24	3	< 0.1%
0.25	2	< 0.1%
0.26	3	< 0.1%
0.27	6	< 0.1%

Value	Count	Frequency (%)
16.5	1	< 0.1%
14.55	1	< 0.1%
14.22	1	< 0.1%
13.42	1	< 0.1%
13.3	1	< 0.1%
13.13	1	< 0.1%
13.08	1	< 0.1%
13.06	1	< 0.1%
13.05	1	< 0.1%
13.02	1	< 0.1%

lab_crp
Real number (ℝ)

Distinct	5624
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.76228

Minimum	0
Maximum	644.7
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	8.5
Q1	40.1
median	89.3
Q3	134.3
95-th percentile	262.59
Maximum	644.7
Range	644.7
Interquartile range (IQR)	94.2

Descriptive statistics

Standard deviation	80.248396
Coefficient of variation (CV)	0.79641305
Kurtosis	2.9059477
Mean	100.76228
Median Absolute Deviation (MAD)	47.7
Skewness	1.4384892
Sum	3775764.2
Variance	6439.805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.85	143	0.4%
101.86	95	0.3%
101.84	75	0.2%
101.87	60	0.2%
6	42	0.1%
10.5	41	0.1%
103	40	0.1%
10.6	40	0.1%
101.92	40	0.1%
16	39	0.1%
Other values (5614)	36857	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	< 0.1%
0.2	10	< 0.1%
0.3	5	< 0.1%
0.4	8	< 0.1%
0.5	10	< 0.1%
0.6	16	< 0.1%
0.7	15	< 0.1%
0.8	17	< 0.1%
0.9	12	< 0.1%
1	24	0.1%

Value	Count	Frequency (%)
644.7	1	< 0.1%
642.3	1	< 0.1%
636.2	1	< 0.1%
629.1	1	< 0.1%
614.3	1	< 0.1%
610.9	1	< 0.1%
609.1	1	< 0.1%
606.5	1	< 0.1%
597	1	< 0.1%
588.7	1	< 0.1%

lab_ddimer
Real number (ℝ)

Distinct	13382
Distinct (%)	35.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2335.1516

Minimum	0
Maximum	368520
Zeros	231
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	270
Q1	561
median	1087.5
Q3	2272.45
95-th percentile	6098.5355
Maximum	368520
Range	368520
Interquartile range (IQR)	1711.45

Descriptive statistics

Standard deviation	6882.1317
Coefficient of variation (CV)	2.9471884
Kurtosis	516.49849
Mean	2335.1516
Median Absolute Deviation (MAD)	662.245
Skewness	17.04504
Sum	87502800
Variance	47363736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	231	0.6%
500	144	0.4%
400	132	0.4%
600	116	0.3%
380	114	0.3%
460	113	0.3%
490	112	0.3%
330	112	0.3%
420	112	0.3%
520	111	0.3%
Other values (13372)	36175	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	231	0.6%
1	1	< 0.1%
7	1	< 0.1%
8.56	1	< 0.1%
9.9	1	< 0.1%
10	1	< 0.1%
12	1	< 0.1%
12.32	1	< 0.1%
13.69	1	< 0.1%
14.67	1	< 0.1%

Value	Count	Frequency (%)
368520	1	< 0.1%
316200	1	< 0.1%
257210	1	< 0.1%
216000	1	< 0.1%
157100	1	< 0.1%
148597	1	< 0.1%
147500	1	< 0.1%
138093	1	< 0.1%
136512	1	< 0.1%
130093	1	< 0.1%

lab_glucose
Real number (ℝ)

Distinct	2102
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.85804

Minimum	5
Maximum	1156
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	5
5-th percentile	86
Q1	103
median	123
Q3	149
95-th percentile	267
Maximum	1156
Range	1151
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	66.831828
Coefficient of variation (CV)	0.4744623
Kurtosis	23.362109
Mean	140.85804
Median Absolute Deviation (MAD)	21
Skewness	3.6780449
Sum	5278232.3
Variance	4466.4932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103	872	2.3%
101	851	2.3%
107	843	2.2%
105	813	2.2%
98	769	2.1%
112	767	2.0%
114	761	2.0%
96	755	2.0%
109	746	2.0%
94	726	1.9%
Other values (2092)	29569	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
16	1	< 0.1%
18	1	< 0.1%
21	1	< 0.1%
23	1	< 0.1%
25	4	< 0.1%
26	1	< 0.1%
28	1	< 0.1%
29	2	< 0.1%

Value	Count	Frequency (%)
1156	1	< 0.1%
1126	1	< 0.1%
1121	1	< 0.1%
1076	1	< 0.1%
1007	1	< 0.1%
983	1	< 0.1%
969	1	< 0.1%
952	1	< 0.1%
901	1	< 0.1%
867	1	< 0.1%

lab_hct
Real number (ℝ)

HIGH CORRELATION

Distinct	883
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.790573

Minimum	0
Maximum	71
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	21.655
Q1	37
median	40.4
Q3	44.2
95-th percentile	49.2
Maximum	71
Range	71
Interquartile range (IQR)	7.2

Descriptive statistics

Standard deviation	10.148214
Coefficient of variation (CV)	0.26161547
Kurtosis	6.9947347
Mean	38.790573
Median Absolute Deviation (MAD)	3.7
Skewness	-2.4315329
Sum	1453560.4
Variance	102.98625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	892	2.4%
0.3	704	1.9%
39	582	1.6%
43	474	1.3%
44	455	1.2%
41	454	1.2%
42	451	1.2%
40	417	1.1%
45	353	0.9%
38	345	0.9%
Other values (873)	32345	86.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	1	< 0.1%
0.2	86	0.2%
0.3	704	1.9%
0.4	892	2.4%
0.5	65	0.2%
9.5	1	< 0.1%
9.67	1	< 0.1%
10.1	1	< 0.1%
10.7	1	< 0.1%

Value	Count	Frequency (%)
71	1	< 0.1%
68.3	1	< 0.1%
66.28	1	< 0.1%
65.2	1	< 0.1%
64.5	1	< 0.1%
63.2	1	< 0.1%
61.9	1	< 0.1%
61.7	2	< 0.1%
61.6	1	< 0.1%
61.1	4	< 0.1%

lab_hemoglobin
Real number (ℝ)

HIGH CORRELATION

Distinct	423
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.501137

Minimum	2.4
Maximum	23.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	2.4
5-th percentile	9.8
Q1	12.4
median	13.55
Q3	14.9
95-th percentile	16.5
Maximum	23.4
Range	21
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	2.0324013
Coefficient of variation (CV)	0.15053557
Kurtosis	0.80200754
Mean	13.501137
Median Absolute Deviation (MAD)	1.25
Skewness	-0.51420113
Sum	505914.61
Variance	4.1306552
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.54	1444	3.9%
14	727	1.9%
14.1	717	1.9%
13.7	710	1.9%
14.3	702	1.9%
13.4	700	1.9%
14.5	690	1.8%
13.5	681	1.8%
13.6	669	1.8%
14.7	666	1.8%
Other values (413)	29766	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.4	1	< 0.1%
2.6	2	< 0.1%
3.2	1	< 0.1%
3.33	1	< 0.1%
3.8	2	< 0.1%
3.9	2	< 0.1%
4	1	< 0.1%
4.3	2	< 0.1%
4.4	1	< 0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
23.4	1	< 0.1%
22.3	1	< 0.1%
21.9	1	< 0.1%
21.7	1	< 0.1%
21.1	1	< 0.1%
21	1	< 0.1%
20.9	1	< 0.1%
20.5	1	< 0.1%
20.3	1	< 0.1%
20.2	1	< 0.1%

lab_inr
Real number (ℝ)

Distinct	594
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2488164

Minimum	0.31
Maximum	22.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0.31
5-th percentile	0.92
Q1	1.02
median	1.12
Q3	1.25
95-th percentile	1.7345
Maximum	22.81
Range	22.5
Interquartile range (IQR)	0.23

Descriptive statistics

Standard deviation	0.70000604
Coefficient of variation (CV)	0.56053557
Kurtosis	152.55528
Mean	1.2488164
Median Absolute Deviation (MAD)	0.11
Skewness	10.114185
Sum	46795.65
Variance	0.49000846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.03	1312	3.5%
1.25	1147	3.1%
1.05	977	2.6%
1.04	975	2.6%
1.02	973	2.6%
1.08	973	2.6%
1.09	972	2.6%
1.1	961	2.6%
0.97	950	2.5%
1.06	900	2.4%
Other values (584)	27332	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.31	1	< 0.1%
0.6	1	< 0.1%
0.73	1	< 0.1%
0.74	1	< 0.1%
0.76	2	< 0.1%
0.78	1	< 0.1%
0.79	2	< 0.1%
0.8	76	0.2%
0.81	15	< 0.1%
0.82	27	0.1%

Value	Count	Frequency (%)
22.81	1	< 0.1%
19.14	1	< 0.1%
17.86	1	< 0.1%
17.42	1	< 0.1%
15.9	1	< 0.1%
15.82	1	< 0.1%
15.41	1	< 0.1%
15.15	1	< 0.1%
14.06	1	< 0.1%
13.79	1	< 0.1%

lab_ldh
Real number (ℝ)

HIGH CORRELATION

Distinct	6874
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	364.54959

Minimum	2
Maximum	8628.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	2
5-th percentile	183
Q1	262
median	338
Q3	406
95-th percentile	651
Maximum	8628.45
Range	8626.45
Interquartile range (IQR)	144

Descriptive statistics

Standard deviation	200.51061
Coefficient of variation (CV)	0.55002288
Kurtosis	241.5171
Mean	364.54959
Median Absolute Deviation (MAD)	73
Skewness	9.5648667
Sum	13660402
Variance	40204.506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
280	193	0.5%
265	190	0.5%
259	188	0.5%
286	175	0.5%
274	172	0.5%
225	170	0.5%
289	170	0.5%
231	168	0.4%
253	167	0.4%
240	166	0.4%
Other values (6864)	35713	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
4.18	1	< 0.1%
40.68	1	< 0.1%
65	1	< 0.1%
81	1	< 0.1%
86	1	< 0.1%
87.37	1	< 0.1%
91	1	< 0.1%
92	3	< 0.1%
94	1	< 0.1%

Value	Count	Frequency (%)
8628.45	1	< 0.1%
7707	1	< 0.1%
7297	1	< 0.1%
6589	1	< 0.1%
4949	1	< 0.1%
4400	1	< 0.1%
4200	1	< 0.1%
4053.95	1	< 0.1%
3944	1	< 0.1%
3934	1	< 0.1%

lab_leukocyte
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2524
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3212246

Minimum	0.03
Maximum	938.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0.03
5-th percentile	3.38
Q1	5.32
median	7.4
Q3	9.37
95-th percentile	16.19
Maximum	938.64
Range	938.61
Interquartile range (IQR)	4.05

Descriptive statistics

Standard deviation	9.5877097
Coefficient of variation (CV)	1.1521994
Kurtosis	3341.7479
Mean	8.3212246
Median Absolute Deviation (MAD)	2.04
Skewness	45.096894
Sum	311812.93
Variance	91.924177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.23	709	1.9%
8.24	443	1.2%
8.22	341	0.9%
8.25	274	0.7%
8.21	253	0.7%
8.2	230	0.6%
8.26	137	0.4%
8.18	108	0.3%
8.27	105	0.3%
8.19	101	0.3%
Other values (2514)	34771	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03	1	< 0.1%
0.08	1	< 0.1%
0.14	3	< 0.1%
0.19	1	< 0.1%
0.22	1	< 0.1%
0.23	2	< 0.1%
0.24	1	< 0.1%
0.28	1	< 0.1%
0.29	1	< 0.1%
0.3	2	< 0.1%

Value	Count	Frequency (%)
938.64	1	< 0.1%
591.02	1	< 0.1%
550.45	1	< 0.1%
495.69	1	< 0.1%
397.46	1	< 0.1%
297.09	1	< 0.1%
255.5	1	< 0.1%
242.22	1	< 0.1%
212.67	1	< 0.1%
212.45	1	< 0.1%

lab_lymphocyte
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	743
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3761104

Minimum	0
Maximum	787.52
Zeros	120
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.35
Q1	0.69
median	1.02
Q3	1.35
95-th percentile	2.22
Maximum	787.52
Range	787.52
Interquartile range (IQR)	0.66

Descriptive statistics

Standard deviation	7.5849759
Coefficient of variation (CV)	5.5118948
Kurtosis	5030.0673
Mean	1.3761104
Median Absolute Deviation (MAD)	0.33
Skewness	61.957998
Sum	51565.61
Variance	57.531859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.35	1733	4.6%
1.34	668	1.8%
1.36	383	1.0%
1.33	368	1.0%
0.68	316	0.8%
0.89	314	0.8%
0.69	310	0.8%
0.84	305	0.8%
0.72	304	0.8%
0.66	303	0.8%
Other values (733)	32468	86.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	0.3%
0.01	1	< 0.1%
0.02	2	< 0.1%
0.03	3	< 0.1%
0.04	3	< 0.1%
0.05	9	< 0.1%
0.06	4	< 0.1%
0.07	10	< 0.1%
0.08	4	< 0.1%
0.09	16	< 0.1%

Value	Count	Frequency (%)
787.52	1	< 0.1%
573.88	1	< 0.1%
494.3	1	< 0.1%
489.74	1	< 0.1%
262.9	1	< 0.1%
256.9	1	< 0.1%
204.46	1	< 0.1%
201.01	1	< 0.1%
182.46	1	< 0.1%
170.15	1	< 0.1%

lab_lymphocyte_percentage
Real number (ℝ)

HIGH CORRELATION

Distinct	2250
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.312263

Minimum	0
Maximum	99.7
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4.2
Q1	9.6
median	15.8
Q3	20.3
95-th percentile	33.2
Maximum	99.7
Range	99.7
Interquartile range (IQR)	10.7

Descriptive statistics

Standard deviation	9.7639011
Coefficient of variation (CV)	0.59856202
Kurtosis	9.0840571
Mean	16.312263
Median Absolute Deviation (MAD)	5.43
Skewness	2.0045692
Sum	611253.12
Variance	95.333764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.4	229	0.6%
16.41	204	0.5%
16.3	193	0.5%
7	172	0.5%
10.8	166	0.4%
10.2	165	0.4%
16.5	162	0.4%
11.1	162	0.4%
8.4	159	0.4%
11.4	159	0.4%
Other values (2240)	35701	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.3	1	< 0.1%
0.38	1	< 0.1%
0.4	2	< 0.1%
0.54	1	< 0.1%
0.6	5	< 0.1%
0.67	1	< 0.1%
0.7	7	< 0.1%
0.8	7	< 0.1%
0.9	7	< 0.1%

Value	Count	Frequency (%)
99.7	1	< 0.1%
99.28	1	< 0.1%
98.8	1	< 0.1%
97.1	1	< 0.1%
96.4	1	< 0.1%
96.3	1	< 0.1%
96.2	1	< 0.1%
95.8	1	< 0.1%
95.3	1	< 0.1%
94.5	1	< 0.1%

lab_mch
Real number (ℝ)

HIGH CORRELATION

Distinct	510
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.592024

Minimum	13.3
Maximum	93.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	13.3
5-th percentile	25.4
Q1	28.5
median	29.62
Q3	30.9
95-th percentile	33.1
Maximum	93.9
Range	80.6
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.5234256
Coefficient of variation (CV)	0.085273841
Kurtosis	16.702555
Mean	29.592024
Median Absolute Deviation (MAD)	1.22
Skewness	-0.0027643684
Sum	1108872.3
Variance	6.3676768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.61	1250	3.3%
29.6	956	2.6%
29.7	744	2.0%
30.2	707	1.9%
30.3	700	1.9%
29.9	699	1.9%
30	696	1.9%
29.8	691	1.8%
29.4	688	1.8%
30.1	687	1.8%
Other values (500)	29654	79.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.3	1	< 0.1%
13.7	1	< 0.1%
13.79	1	< 0.1%
14.6	1	< 0.1%
14.9	1	< 0.1%
15	2	< 0.1%
15.5	1	< 0.1%
15.6	2	< 0.1%
15.7	2	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
93.9	1	< 0.1%
62.2	1	< 0.1%
59.9	1	< 0.1%
52.4	1	< 0.1%
48	1	< 0.1%
47.5	1	< 0.1%
47.1	1	< 0.1%
47	1	< 0.1%
46.3	1	< 0.1%
46.2	1	< 0.1%

lab_mcv
Real number (ℝ)

HIGH CORRELATION

Distinct	1038
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.50352

Minimum	54.2
Maximum	149.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	54.2
5-th percentile	79.5
Q1	86.1
median	89.44
Q3	92.9
95-th percentile	100.1
Maximum	149.7
Range	95.5
Interquartile range (IQR)	6.8

Descriptive statistics

Standard deviation	6.6474846
Coefficient of variation (CV)	0.07427065
Kurtosis	3.9082517
Mean	89.50352
Median Absolute Deviation (MAD)	3.36
Skewness	0.063227376
Sum	3353875.9
Variance	44.189052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.4	372	1.0%
89.45	297	0.8%
89.5	292	0.8%
88.8	292	0.8%
89.2	292	0.8%
90.3	268	0.7%
90	268	0.7%
88.2	263	0.7%
89.8	262	0.7%
90.2	259	0.7%
Other values (1028)	34607	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.2	1	< 0.1%
54.8	1	< 0.1%
55	2	< 0.1%
55.5	1	< 0.1%
55.6	2	< 0.1%
56.5	2	< 0.1%
56.6	1	< 0.1%
57	1	< 0.1%
57.9	1	< 0.1%
58.1	1	< 0.1%

Value	Count	Frequency (%)
149.7	1	< 0.1%
145.1	1	< 0.1%
139.8	1	< 0.1%
138.6	1	< 0.1%
137.4	1	< 0.1%
136.7	1	< 0.1%
135	1	< 0.1%
134.7	1	< 0.1%
134.3	1	< 0.1%
134.2	1	< 0.1%

lab_neutrophil
Real number (ℝ)

HIGH CORRELATION

Distinct	2216
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2919241

Minimum	0
Maximum	180.71
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.16
Q1	3.78
median	5.65
Q3	7.46
95-th percentile	13.5645
Maximum	180.71
Range	180.71
Interquartile range (IQR)	3.68

Descriptive statistics

Standard deviation	3.9558687
Coefficient of variation (CV)	0.62872162
Kurtosis	114.1684
Mean	6.2919241
Median Absolute Deviation (MAD)	1.85
Skewness	4.5939158
Sum	235770.98
Variance	15.648897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.24	573	1.5%
6.25	530	1.4%
6.23	314	0.8%
6.22	299	0.8%
6.26	298	0.8%
6.21	254	0.7%
6.27	155	0.4%
6.2	117	0.3%
6.16	106	0.3%
6.29	103	0.3%
Other values (2206)	34723	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	1	< 0.1%
0.02	5	< 0.1%
0.03	5	< 0.1%
0.04	3	< 0.1%
0.06	4	< 0.1%
0.07	2	< 0.1%
0.09	2	< 0.1%
0.1	3	< 0.1%
0.11	3	< 0.1%

Value	Count	Frequency (%)
180.71	1	< 0.1%
85.51	1	< 0.1%
55.36	1	< 0.1%
54.63	1	< 0.1%
51.21	1	< 0.1%
47.34	1	< 0.1%
45.51	1	< 0.1%
44.9	1	< 0.1%
43.11	1	< 0.1%
42.22	1	< 0.1%

lab_neutrophil_percentage
Real number (ℝ)

HIGH CORRELATION

Distinct	2685
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.514492

Minimum	0
Maximum	101.21
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	55.4
Q1	70.29
median	75.7
Q3	83.5
95-th percentile	91.3
Maximum	101.21
Range	101.21
Interquartile range (IQR)	13.21

Descriptive statistics

Standard deviation	11.662877
Coefficient of variation (CV)	0.15444555
Kurtosis	4.97109
Mean	75.514492
Median Absolute Deviation (MAD)	6.7
Skewness	-1.4507216
Sum	2829679
Variance	136.02271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.4	218	0.6%
75.5	213	0.6%
75.44	188	0.5%
75.43	155	0.4%
75.45	133	0.4%
75.3	131	0.3%
77.2	128	0.3%
75.2	128	0.3%
81.8	128	0.3%
86.8	125	0.3%
Other values (2675)	35925	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.3	1	< 0.1%
0.5	2	< 0.1%
0.6	1	< 0.1%
0.8	1	< 0.1%
0.9	1	< 0.1%
1	1	< 0.1%
1.4	2	< 0.1%
1.7	2	< 0.1%
1.8	1	< 0.1%

Value	Count	Frequency (%)
101.21	1	< 0.1%
100.44	1	< 0.1%
98.3	2	< 0.1%
98.1	1	< 0.1%
97.8	3	< 0.1%
97.7	2	< 0.1%
97.5	2	< 0.1%
97.4	4	< 0.1%
97.3	2	< 0.1%
97.22	1	< 0.1%

lab_platelet
Real number (ℝ)

Distinct	1839
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218.01453

Minimum	1
Maximum	1094
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	1
5-th percentile	104
Q1	160
median	210
Q3	253
95-th percentile	387
Maximum	1094
Range	1093
Interquartile range (IQR)	93

Descriptive statistics

Standard deviation	90.326666
Coefficient of variation (CV)	0.41431489
Kurtosis	5.7383676
Mean	218.01453
Median Absolute Deviation (MAD)	48
Skewness	1.5971008
Sum	8169440.4
Variance	8158.9065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
151	224	0.6%
184	223	0.6%
171	214	0.6%
173	213	0.6%
177	209	0.6%
187	208	0.6%
156	206	0.5%
174	204	0.5%
175	203	0.5%
176	202	0.5%
Other values (1829)	35366	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	6	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	4	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
1094	1	< 0.1%
1091	1	< 0.1%
1027	1	< 0.1%
1001	1	< 0.1%
994	1	< 0.1%
993	1	< 0.1%
962	1	< 0.1%
959	1	< 0.1%
937	1	< 0.1%
935	1	< 0.1%

lab_potassium
Real number (ℝ)

Distinct	225
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1892373

Minimum	1.5
Maximum	11.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	1.5
5-th percentile	3.3
Q1	3.87
median	4.18
Q3	4.5
95-th percentile	5.2
Maximum	11.3
Range	9.8
Interquartile range (IQR)	0.63

Descriptive statistics

Standard deviation	0.57634946
Coefficient of variation (CV)	0.13757861
Kurtosis	3.9517171
Mean	4.1892373
Median Absolute Deviation (MAD)	0.32
Skewness	0.92318373
Sum	156979.1
Variance	0.3321787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.2	2657	7.1%
4.1	2615	7.0%
4	2523	6.7%
3.9	2319	6.2%
4.3	2192	5.8%
3.8	2160	5.8%
4.4	1918	5.1%
3.7	1794	4.8%
4.5	1728	4.6%
3.6	1448	3.9%
Other values (215)	16118	43.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	1	< 0.1%
1.6	1	< 0.1%
1.7	2	< 0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.1	5	< 0.1%
2.2	2	< 0.1%
2.3	9	< 0.1%
2.4	15	< 0.1%
2.5	22	0.1%

Value	Count	Frequency (%)
11.3	1	< 0.1%
9.8	1	< 0.1%
9.2	1	< 0.1%
9	1	< 0.1%
8.8	1	< 0.1%
8.6	1	< 0.1%
8.5	1	< 0.1%
8.4	1	< 0.1%
8.2	2	< 0.1%
8.1	1	< 0.1%

lab_rbc
Real number (ℝ)

HIGH CORRELATION

Distinct	552
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.583228

Minimum	0.66
Maximum	8.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0.66
5-th percentile	3.33
Q1	4.2
median	4.6
Q3	5.02
95-th percentile	5.63
Maximum	8.42
Range	7.76
Interquartile range (IQR)	0.82

Descriptive statistics

Standard deviation	0.69580427
Coefficient of variation (CV)	0.15181533
Kurtosis	1.1555351
Mean	4.583228
Median Absolute Deviation (MAD)	0.4
Skewness	-0.43136388
Sum	171742.72
Variance	0.48414358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.59	2082	5.6%
4.6	947	2.5%
4.8	585	1.6%
4.7	560	1.5%
4.5	519	1.4%
5	516	1.4%
4.9	476	1.3%
4.4	474	1.3%
5.1	418	1.1%
4.2	417	1.1%
Other values (542)	30478	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.66	1	< 0.1%
0.82	1	< 0.1%
0.93	1	< 0.1%
1	1	< 0.1%
1.06	1	< 0.1%
1.09	1	< 0.1%
1.2	1	< 0.1%
1.21	1	< 0.1%
1.25	1	< 0.1%
1.27	1	< 0.1%

Value	Count	Frequency (%)
8.42	1	< 0.1%
8.4	1	< 0.1%
8.18	1	< 0.1%
8.03	1	< 0.1%
7.75	1	< 0.1%
7.7	1	< 0.1%
7.6	1	< 0.1%
7.56	1	< 0.1%
7.54	1	< 0.1%
7.48	1	< 0.1%

lab_sodium
Real number (ℝ)

Distinct	645
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	136.94024

Minimum	67
Maximum	187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	67
5-th percentile	130
Q1	135
median	137
Q3	139
95-th percentile	143
Maximum	187
Range	120
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.7378606
Coefficient of variation (CV)	0.034598015
Kurtosis	10.403622
Mean	136.94024
Median Absolute Deviation (MAD)	2
Skewness	0.66327353
Sum	5131424.9
Variance	22.447323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
137	3801	10.1%
138	3455	9.2%
136	3362	9.0%
139	3147	8.4%
135	2946	7.9%
140	2514	6.7%
134	2393	6.4%
133	1812	4.8%
141	1772	4.7%
132	1355	3.6%
Other values (635)	10915	29.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67	1	< 0.1%
99	1	< 0.1%
100	1	< 0.1%
102	1	< 0.1%
104	2	< 0.1%
105	1	< 0.1%
106	2	< 0.1%
107	1	< 0.1%
108	2	< 0.1%
109	7	< 0.1%

Value	Count	Frequency (%)
187	1	< 0.1%
181	1	< 0.1%
179	1	< 0.1%
178	2	< 0.1%
177	5	< 0.1%
176	1	< 0.1%
175	2	< 0.1%
174	1	< 0.1%
173	2	< 0.1%
172	5	< 0.1%

lab_urea
Real number (ℝ)

HIGH CORRELATION

Distinct	2897
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.543614

Minimum	0
Maximum	540
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	585.5 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	30
median	41
Q3	58
95-th percentile	124
Maximum	540
Range	540
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	37.679068
Coefficient of variation (CV)	0.73101331
Kurtosis	15.074164
Mean	51.543614
Median Absolute Deviation (MAD)	13
Skewness	3.0840045
Sum	1931442.3
Variance	1419.7121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	1223	3.3%
31	1158	3.1%
35	1078	2.9%
25	966	2.6%
38	914	2.4%
21	865	2.3%
41	862	2.3%
24	844	2.3%
27	829	2.2%
30	818	2.2%
Other values (2887)	27915	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.18	1	< 0.1%
2.54	1	< 0.1%
3.71	1	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	7	< 0.1%
7.93	1	< 0.1%
8	15	< 0.1%
9	10	< 0.1%

Value	Count	Frequency (%)
540	1	< 0.1%
511	1	< 0.1%
504	1	< 0.1%
487	1	< 0.1%
478	1	< 0.1%
464	1	< 0.1%
447	1	< 0.1%
424.71	1	< 0.1%
408	1	< 0.1%
395	1	< 0.1%

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Heatmap
Table

	age	delta_days_death	hospital_outcome	icu	inpatient_days	lab_alt	lab_ast	lab_creatinine	lab_crp	lab_ddimer	lab_glucose	lab_hct	lab_hemoglobin	lab_inr	lab_ldh	lab_leukocyte	lab_lymphocyte	lab_lymphocyte_percentage	lab_mch	lab_mcv	lab_neutrophil	lab_neutrophil_percentage	lab_platelet	lab_potassium	lab_rbc	lab_sodium	lab_urea	num_shots	pmhx_activecancer	pmhx_asthma	pmhx_chf	pmhx_chronicliver	pmhx_ckd	pmhx_copd	pmhx_dementia	pmhx_diabetes	pmhx_hld	pmhx_htn	pmhx_ihd	pmhx_obesity	pmhx_stroke	sex	type_center	vaccinated	wave_3	wave_4	wave_5	wave_6	wave_7
age	1.000	-0.112	0.357	0.200	0.099	-0.320	-0.141	0.304	0.101	0.335	0.229	-0.271	-0.357	0.225	-0.069	0.207	-0.090	-0.224	0.053	0.243	0.209	0.159	-0.022	0.210	-0.374	0.046	0.511	0.414	0.193	0.059	0.431	0.111	0.308	0.278	0.373	0.307	0.317	0.533	0.234	0.102	0.171	0.128	0.032	0.374	0.113	0.271	0.245	0.090	0.311
delta_days_death	-0.112	1.000	0.845	0.172	0.551	-0.063	-0.154	-0.114	-0.188	-0.123	-0.116	-0.045	-0.021	-0.077	-0.207	-0.118	0.111	0.177	-0.014	-0.057	-0.149	-0.207	0.006	-0.053	-0.024	-0.068	-0.187	0.059	0.077	0.042	0.139	0.023	0.089	0.072	0.108	0.032	0.047	0.041	0.041	0.018	0.083	0.053	0.042	0.191	0.185	0.088	0.079	0.121	0.190
hospital_outcome	0.357	0.845	1.000	0.186	0.126	-0.089	0.059	0.228	0.171	0.238	0.157	-0.124	-0.172	0.160	0.150	0.147	-0.132	-0.209	0.023	0.131	0.169	0.205	-0.043	0.139	-0.174	0.047	0.343	0.099	0.092	0.049	0.145	0.004	0.121	0.080	0.140	0.095	0.042	0.163	0.088	0.039	0.048	0.008	0.051	0.092	0.058	0.123	0.032	0.049	0.035
icu	0.200	0.172	0.186	1.000	0.362	0.106	0.148	0.024	0.145	0.007	0.094	0.061	0.068	-0.017	0.204	0.033	-0.090	-0.102	0.001	-0.031	0.060	0.133	-0.013	-0.014	0.067	-0.091	0.019	-0.123	0.030	0.018	0.087	0.022	0.059	0.047	0.080	0.000	0.000	0.031	0.018	0.059	0.044	0.074	0.021	0.113	0.052	0.039	0.020	0.020	0.103
inpatient_days	0.099	0.551	0.126	0.362	1.000	0.011	0.096	0.083	0.165	0.075	0.116	-0.017	-0.040	0.048	0.169	0.036	-0.131	-0.145	0.007	0.024	0.069	0.155	-0.056	0.022	-0.043	-0.100	0.126	-0.056	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.023	0.007	0.019	0.000	0.021	0.000	0.020	0.011	0.026	0.023	0.000	0.000	0.015	0.037
lab_alt	-0.320	-0.063	-0.089	0.106	0.011	1.000	0.764	-0.071	0.022	-0.036	-0.008	0.249	0.316	-0.102	0.338	0.007	0.083	0.057	0.054	-0.067	0.008	-0.009	0.072	-0.063	0.276	-0.034	-0.145	-0.228	0.006	0.000	0.016	0.000	0.000	0.011	0.011	0.000	0.008	0.008	0.000	0.021	0.000	0.002	0.000	0.000	0.009	0.000	0.000	0.016	0.000
lab_ast	-0.141	-0.154	0.059	0.148	0.096	0.764	1.000	0.063	0.161	0.097	0.004	0.127	0.162	0.016	0.602	-0.059	-0.025	0.008	0.060	0.004	-0.034	0.041	-0.066	0.012	0.127	-0.087	0.000	-0.192	0.010	0.000	0.013	0.000	0.005	0.007	0.014	0.000	0.002	0.000	0.000	0.000	0.005	0.003	0.008	0.012	0.000	0.000	0.005	0.008	0.008
lab_creatinine	0.304	-0.114	0.228	0.024	0.083	-0.071	0.063	1.000	0.165	0.276	0.222	-0.127	-0.158	0.217	0.060	0.165	-0.037	-0.161	0.044	0.157	0.174	0.130	-0.093	0.311	-0.180	-0.015	0.724	0.197	0.048	0.040	0.210	0.010	0.507	0.082	0.093	0.161	0.105	0.209	0.142	0.021	0.061	0.043	0.014	0.161	0.028	0.103	0.030	0.059	0.109
lab_crp	0.101	-0.188	0.171	0.145	0.165	0.022	0.161	0.165	1.000	0.229	0.192	-0.112	-0.112	0.213	0.368	0.297	-0.164	-0.374	0.011	0.025	0.362	0.411	0.126	0.034	-0.123	-0.133	0.200	0.004	0.040	0.045	0.016	0.000	0.032	0.006	0.000	0.066	0.056	0.069	0.000	0.012	0.009	0.089	0.037	0.055	0.060	0.053	0.021	0.041	0.057
lab_ddimer	0.335	-0.123	0.238	0.007	0.075	-0.036	0.097	0.276	0.229	1.000	0.198	-0.204	-0.243	0.196	0.233	0.307	0.009	-0.220	0.036	0.178	0.311	0.189	0.122	0.183	-0.262	0.092	0.411	0.236	0.000	0.008	0.006	0.007	0.000	0.008	0.015	0.000	0.000	0.003	0.000	0.006	0.019	0.014	0.012	0.010	0.026	0.016	0.000	0.013	0.008
lab_glucose	0.229	-0.116	0.157	0.094	0.116	-0.008	0.004	0.222	0.192	0.198	1.000	-0.091	-0.095	0.139	0.095	0.239	-0.111	-0.272	-0.043	0.007	0.280	0.288	0.067	0.126	-0.072	-0.119	0.303	0.104	0.037	0.020	0.103	0.053	0.108	0.052	0.089	0.425	0.127	0.187	0.093	0.069	0.059	0.003	0.038	0.104	0.027	0.070	0.034	0.045	0.062
lab_hct	-0.271	-0.045	-0.124	0.061	-0.017	0.249	0.127	-0.127	-0.112	-0.204	-0.091	1.000	0.867	-0.308	0.077	-0.011	0.088	0.046	0.074	-0.003	-0.022	-0.036	-0.072	-0.065	0.795	0.040	-0.219	-0.217	0.163	0.022	0.227	0.036	0.260	0.089	0.129	0.142	0.092	0.189	0.116	0.000	0.064	0.256	0.100	0.209	0.071	0.104	0.037	0.067	0.164
lab_hemoglobin	-0.357	-0.021	-0.172	0.068	-0.040	0.316	0.162	-0.158	-0.112	-0.243	-0.095	0.867	1.000	-0.216	0.093	-0.037	0.101	0.107	0.204	-0.035	-0.044	-0.075	-0.081	-0.115	0.837	-0.011	-0.282	-0.278	0.173	0.023	0.275	0.029	0.294	0.102	0.154	0.174	0.108	0.229	0.135	0.012	0.077	0.313	0.019	0.250	0.070	0.135	0.053	0.081	0.195
lab_inr	0.225	-0.077	0.160	-0.017	0.048	-0.102	0.016	0.217	0.213	0.196	0.139	-0.308	-0.216	1.000	0.105	0.181	-0.041	-0.147	-0.025	0.079	0.194	0.124	0.041	0.093	-0.200	0.028	0.275	0.187	0.010	0.009	0.157	0.000	0.082	0.053	0.043	0.050	0.032	0.087	0.056	0.014	0.036	0.005	0.019	0.060	0.015	0.033	0.017	0.012	0.042
lab_ldh	-0.069	-0.207	0.150	0.204	0.169	0.338	0.602	0.060	0.368	0.233	0.095	0.077	0.093	0.105	1.000	0.128	-0.089	-0.188	0.019	-0.035	0.178	0.250	0.061	0.102	0.082	-0.106	0.082	-0.174	0.023	0.019	0.016	0.000	0.016	0.019	0.000	0.009	0.000	0.010	0.000	0.002	0.019	0.010	0.030	0.043	0.032	0.000	0.000	0.000	0.030
lab_leukocyte	0.207	-0.118	0.147	0.033	0.036	0.007	-0.059	0.165	0.297	0.307	0.239	-0.011	-0.037	0.181	0.128	1.000	0.232	-0.505	-0.033	0.045	0.955	0.480	0.447	0.123	-0.027	0.028	0.312	0.215	0.069	0.000	0.000	0.000	0.015	0.000	0.000	0.003	0.000	0.010	0.009	0.000	0.000	0.012	0.009	0.025	0.012	0.000	0.000	0.023	0.013
lab_lymphocyte	-0.090	0.111	-0.132	-0.090	-0.131	0.083	-0.025	-0.037	-0.164	0.009	-0.111	0.088	0.101	-0.041	-0.089	0.232	1.000	0.625	-0.041	-0.023	0.024	-0.587	0.222	0.007	0.115	0.114	-0.084	0.001	0.067	0.000	0.000	0.000	0.013	0.000	0.000	0.007	0.001	0.008	0.012	0.000	0.000	0.010	0.009	0.023	0.010	0.002	0.000	0.021	0.015
lab_lymphocyte_percentage	-0.224	0.177	-0.209	-0.102	-0.145	0.057	0.008	-0.161	-0.374	-0.220	-0.272	0.046	0.107	-0.147	-0.188	-0.505	0.625	1.000	-0.004	-0.044	-0.674	-0.933	-0.150	-0.079	0.109	0.085	-0.304	-0.147	0.155	0.009	0.105	0.018	0.102	0.094	0.070	0.068	0.064	0.120	0.052	0.053	0.033	0.089	0.054	0.149	0.035	0.119	0.051	0.070	0.110
lab_mch	0.053	-0.014	0.023	0.001	0.007	0.054	0.060	0.044	0.011	0.036	-0.043	0.074	0.204	-0.025	0.019	-0.033	-0.041	-0.004	1.000	0.780	-0.032	-0.007	-0.172	0.007	-0.268	-0.030	0.029	0.031	0.019	0.029	0.041	0.008	0.016	0.014	0.022	0.082	0.026	0.043	0.020	0.063	0.001	0.116	0.039	0.040	0.028	0.009	0.000	0.019	0.024
lab_mcv	0.243	-0.057	0.131	-0.031	0.024	-0.067	0.004	0.157	0.025	0.178	0.007	-0.003	-0.035	0.079	-0.035	0.045	-0.023	-0.044	0.780	1.000	0.035	0.011	-0.124	0.169	-0.421	0.117	0.205	0.184	0.076	0.031	0.158	0.019	0.139	0.105	0.121	0.064	0.044	0.113	0.066	0.043	0.039	0.051	0.020	0.182	0.041	0.108	0.040	0.070	0.128
lab_neutrophil	0.209	-0.149	0.169	0.060	0.069	0.008	-0.034	0.174	0.362	0.311	0.280	-0.022	-0.044	0.194	0.178	0.955	0.024	-0.674	-0.032	0.035	1.000	0.670	0.420	0.114	-0.035	0.003	0.331	0.194	0.027	0.000	0.032	0.006	0.032	0.036	0.027	0.018	0.000	0.028	0.018	0.018	0.008	0.008	0.013	0.064	0.018	0.040	0.000	0.029	0.045
lab_neutrophil_percentage	0.159	-0.207	0.205	0.133	0.155	-0.009	0.041	0.130	0.411	0.189	0.288	-0.036	-0.075	0.124	0.250	0.480	-0.587	-0.933	-0.007	0.011	0.670	1.000	0.139	0.052	-0.073	-0.080	0.270	0.075	0.155	0.011	0.070	0.021	0.075	0.056	0.048	0.049	0.049	0.087	0.035	0.053	0.022	0.057	0.058	0.109	0.042	0.089	0.036	0.054	0.075
lab_platelet	-0.022	0.006	-0.043	-0.013	-0.056	0.072	-0.066	-0.093	0.126	0.122	0.067	-0.072	-0.081	0.041	0.061	0.447	0.222	-0.150	-0.172	-0.124	0.420	0.139	1.000	0.040	0.002	0.046	0.008	0.007	0.077	0.030	0.047	0.053	0.057	0.028	0.021	0.030	0.036	0.033	0.036	0.029	0.000	0.098	0.016	0.057	0.035	0.050	0.035	0.044	0.033
lab_potassium	0.210	-0.053	0.139	-0.014	0.022	-0.063	0.012	0.311	0.034	0.183	0.126	-0.065	-0.115	0.093	0.102	0.123	0.007	-0.079	0.007	0.169	0.114	0.052	0.040	1.000	-0.117	-0.021	0.354	0.131	0.050	0.024	0.169	0.000	0.247	0.092	0.081	0.156	0.079	0.157	0.101	0.014	0.038	0.073	0.060	0.117	0.014	0.095	0.041	0.055	0.075
lab_rbc	-0.374	-0.024	-0.174	0.067	-0.043	0.276	0.127	-0.180	-0.123	-0.262	-0.072	0.795	0.837	-0.200	0.082	-0.027	0.115	0.109	-0.268	-0.421	-0.035	-0.073	0.002	-0.117	1.000	0.006	-0.293	-0.287	0.177	0.025	0.256	0.031	0.296	0.100	0.158	0.128	0.104	0.212	0.127	0.028	0.068	0.225	0.033	0.258	0.071	0.137	0.056	0.080	0.200
lab_sodium	0.046	-0.068	0.047	-0.091	-0.100	-0.034	-0.087	-0.015	-0.133	0.092	-0.119	0.040	-0.011	0.028	-0.106	0.028	0.114	0.085	-0.030	0.117	0.003	-0.080	0.046	-0.021	0.006	1.000	0.082	0.092	0.027	0.016	0.078	0.027	0.050	0.028	0.182	0.056	0.021	0.068	0.010	0.028	0.060	0.066	0.039	0.117	0.046	0.066	0.006	0.022	0.103
lab_urea	0.511	-0.187	0.343	0.019	0.126	-0.145	0.000	0.724	0.200	0.411	0.303	-0.219	-0.282	0.275	0.082	0.312	-0.084	-0.304	0.029	0.205	0.331	0.270	0.008	0.354	-0.293	0.082	1.000	0.276	0.073	0.047	0.282	0.000	0.455	0.121	0.195	0.219	0.126	0.290	0.160	0.000	0.096	0.003	0.038	0.214	0.000	0.154	0.050	0.072	0.152
num_shots	0.414	0.059	0.099	-0.123	-0.056	-0.228	-0.192	0.197	0.004	0.236	0.104	-0.217	-0.278	0.187	-0.174	0.215	0.001	-0.147	0.031	0.184	0.194	0.075	0.007	0.131	-0.287	0.092	0.276	1.000	0.172	0.012	0.299	0.031	0.258	0.223	0.240	0.150	0.123	0.247	0.142	0.030	0.127	0.023	0.035	1.000	0.527	0.330	0.323	0.411	0.684
pmhx_activecancer	0.193	0.077	0.092	0.030	0.000	0.006	0.010	0.048	0.040	0.000	0.037	0.163	0.173	0.010	0.023	0.069	0.067	0.155	0.019	0.076	0.027	0.155	0.077	0.050	0.177	0.027	0.073	0.172	1.000	0.013	0.062	0.037	0.069	0.097	0.013	0.060	0.055	0.104	0.044	0.013	0.011	0.030	0.028	0.152	0.036	0.076	0.034	0.052	0.102
pmhx_asthma	0.059	0.042	0.049	0.018	0.000	0.000	0.000	0.040	0.045	0.008	0.020	0.022	0.023	0.009	0.019	0.000	0.000	0.009	0.029	0.031	0.000	0.011	0.030	0.024	0.025	0.016	0.047	0.012	0.013	1.000	0.036	0.017	0.012	0.184	0.025	0.010	0.000	0.000	0.004	0.081	0.012	0.108	0.009	0.010	0.017	0.013	0.000	0.013	0.021
pmhx_chf	0.431	0.139	0.145	0.087	0.000	0.016	0.013	0.210	0.016	0.006	0.103	0.227	0.275	0.157	0.016	0.000	0.000	0.105	0.041	0.158	0.032	0.070	0.047	0.169	0.256	0.078	0.282	0.299	0.062	0.036	1.000	0.043	0.349	0.263	0.177	0.212	0.159	0.317	0.309	0.116	0.131	0.066	0.008	0.264	0.060	0.152	0.058	0.081	0.203
pmhx_chronicliver	0.111	0.023	0.004	0.022	0.009	0.000	0.000	0.010	0.000	0.007	0.053	0.036	0.029	0.000	0.000	0.000	0.000	0.018	0.008	0.019	0.006	0.021	0.053	0.000	0.031	0.027	0.000	0.031	0.037	0.017	0.043	1.000	0.043	0.049	0.004	0.126	0.084	0.091	0.025	0.125	0.000	0.012	0.019	0.023	0.005	0.000	0.025	0.012	0.000
pmhx_ckd	0.308	0.089	0.121	0.059	0.000	0.000	0.005	0.507	0.032	0.000	0.108	0.260	0.294	0.082	0.016	0.015	0.013	0.102	0.016	0.139	0.032	0.075	0.057	0.247	0.296	0.050	0.455	0.258	0.069	0.012	0.349	0.043	1.000	0.139	0.123	0.234	0.168	0.285	0.215	0.067	0.105	0.012	0.014	0.226	0.054	0.123	0.043	0.070	0.163
pmhx_copd	0.278	0.072	0.080	0.047	0.000	0.011	0.007	0.082	0.006	0.008	0.052	0.089	0.102	0.053	0.019	0.000	0.000	0.094	0.014	0.105	0.036	0.056	0.028	0.092	0.100	0.028	0.121	0.223	0.097	0.184	0.263	0.049	0.139	1.000	0.074	0.121	0.099	0.178	0.147	0.074	0.061	0.131	0.019	0.203	0.054	0.102	0.057	0.050	0.174
pmhx_dementia	0.373	0.108	0.140	0.080	0.000	0.011	0.014	0.093	0.000	0.015	0.089	0.129	0.154	0.043	0.000	0.000	0.000	0.070	0.022	0.121	0.027	0.048	0.021	0.081	0.158	0.182	0.195	0.240	0.013	0.025	0.177	0.004	0.123	0.074	1.000	0.112	0.076	0.161	0.076	0.040	0.174	0.065	0.000	0.214	0.047	0.130	0.041	0.050	0.180
pmhx_diabetes	0.307	0.032	0.095	0.000	0.023	0.000	0.000	0.161	0.066	0.000	0.425	0.142	0.174	0.050	0.009	0.003	0.007	0.068	0.082	0.064	0.018	0.049	0.030	0.156	0.128	0.056	0.219	0.150	0.060	0.010	0.212	0.126	0.234	0.121	0.112	1.000	0.253	0.321	0.202	0.181	0.104	0.000	0.021	0.144	0.018	0.092	0.059	0.030	0.095
pmhx_hld	0.317	0.047	0.042	0.000	0.007	0.008	0.002	0.105	0.056	0.000	0.127	0.092	0.108	0.032	0.000	0.000	0.001	0.064	0.026	0.044	0.000	0.049	0.036	0.079	0.104	0.021	0.126	0.123	0.055	0.000	0.159	0.084	0.168	0.099	0.076	0.253	1.000	0.304	0.197	0.104	0.087	0.028	0.026	0.114	0.037	0.049	0.091	0.005	0.081
pmhx_htn	0.533	0.041	0.163	0.031	0.019	0.008	0.000	0.209	0.069	0.003	0.187	0.189	0.229	0.087	0.010	0.010	0.008	0.120	0.043	0.113	0.028	0.087	0.033	0.157	0.212	0.068	0.290	0.247	0.104	0.000	0.317	0.091	0.285	0.178	0.161	0.321	0.304	1.000	0.224	0.146	0.132	0.063	0.020	0.229	0.033	0.134	0.125	0.059	0.151
pmhx_ihd	0.234	0.041	0.088	0.018	0.000	0.000	0.000	0.142	0.000	0.000	0.093	0.116	0.135	0.056	0.000	0.009	0.012	0.052	0.020	0.066	0.018	0.035	0.036	0.101	0.127	0.010	0.160	0.142	0.044	0.004	0.309	0.025	0.215	0.147	0.076	0.202	0.197	0.224	1.000	0.055	0.103	0.078	0.000	0.130	0.012	0.079	0.036	0.033	0.098
pmhx_obesity	0.102	0.018	0.039	0.059	0.021	0.021	0.000	0.021	0.012	0.006	0.069	0.000	0.012	0.014	0.002	0.000	0.000	0.053	0.063	0.043	0.018	0.053	0.029	0.014	0.028	0.028	0.000	0.030	0.013	0.081	0.116	0.125	0.067	0.074	0.040	0.181	0.104	0.146	0.055	1.000	0.000	0.084	0.025	0.000	0.000	0.024	0.004	0.000	0.023
pmhx_stroke	0.171	0.083	0.048	0.044	0.000	0.000	0.005	0.061	0.009	0.019	0.059	0.064	0.077	0.036	0.019	0.000	0.000	0.033	0.001	0.039	0.008	0.022	0.000	0.038	0.068	0.060	0.096	0.127	0.011	0.012	0.131	0.000	0.105	0.061	0.174	0.104	0.087	0.132	0.103	0.000	1.000	0.011	0.013	0.112	0.025	0.066	0.025	0.026	0.097
sex	0.128	0.053	0.008	0.074	0.020	0.002	0.003	0.043	0.089	0.014	0.003	0.256	0.313	0.005	0.010	0.012	0.010	0.089	0.116	0.051	0.008	0.057	0.098	0.073	0.225	0.066	0.003	0.023	0.030	0.108	0.066	0.012	0.012	0.131	0.065	0.000	0.028	0.063	0.078	0.084	0.011	1.000	0.000	0.020	0.003	0.003	0.007	0.000	0.019
type_center	0.032	0.042	0.051	0.021	0.011	0.000	0.008	0.014	0.037	0.012	0.038	0.100	0.019	0.019	0.030	0.009	0.009	0.054	0.039	0.020	0.013	0.058	0.016	0.060	0.033	0.039	0.038	0.035	0.028	0.009	0.008	0.019	0.014	0.019	0.000	0.021	0.026	0.020	0.000	0.025	0.013	0.000	1.000	0.045	0.111	0.071	0.036	0.017	0.040
vaccinated	0.374	0.191	0.092	0.113	0.026	0.000	0.012	0.161	0.055	0.010	0.104	0.209	0.250	0.060	0.043	0.025	0.023	0.149	0.040	0.182	0.064	0.109	0.057	0.117	0.258	0.117	0.214	1.000	0.152	0.010	0.264	0.023	0.226	0.203	0.214	0.144	0.114	0.229	0.130	0.000	0.112	0.020	0.045	1.000	0.526	0.291	0.068	0.379	0.501
wave_3	0.113	0.185	0.058	0.052	0.023	0.009	0.000	0.028	0.060	0.026	0.027	0.071	0.070	0.015	0.032	0.012	0.010	0.035	0.028	0.041	0.018	0.042	0.035	0.014	0.071	0.046	0.000	0.527	0.036	0.017	0.060	0.005	0.054	0.054	0.047	0.018	0.037	0.033	0.012	0.000	0.025	0.003	0.111	0.526	1.000	0.330	0.272	0.328	0.308
wave_4	0.271	0.088	0.123	0.039	0.000	0.000	0.000	0.103	0.053	0.016	0.070	0.104	0.135	0.033	0.000	0.000	0.002	0.119	0.009	0.108	0.040	0.089	0.050	0.095	0.137	0.066	0.154	0.330	0.076	0.013	0.152	0.000	0.123	0.102	0.130	0.092	0.049	0.134	0.079	0.024	0.066	0.003	0.071	0.291	0.330	1.000	0.192	0.232	0.217
wave_5	0.245	0.079	0.032	0.020	0.000	0.000	0.005	0.030	0.021	0.000	0.034	0.037	0.053	0.017	0.000	0.000	0.000	0.051	0.000	0.040	0.000	0.036	0.035	0.041	0.056	0.006	0.050	0.323	0.034	0.000	0.058	0.025	0.043	0.057	0.041	0.059	0.091	0.125	0.036	0.004	0.025	0.007	0.036	0.068	0.272	0.192	1.000	0.190	0.179
wave_6	0.090	0.121	0.049	0.020	0.015	0.016	0.008	0.059	0.041	0.013	0.045	0.067	0.081	0.012	0.000	0.023	0.021	0.070	0.019	0.070	0.029	0.054	0.044	0.055	0.080	0.022	0.072	0.411	0.052	0.013	0.081	0.012	0.070	0.050	0.050	0.030	0.005	0.059	0.033	0.000	0.026	0.000	0.017	0.379	0.328	0.232	0.190	1.000	0.216
wave_7	0.311	0.190	0.035	0.103	0.037	0.000	0.008	0.109	0.057	0.008	0.062	0.164	0.195	0.042	0.030	0.013	0.015	0.110	0.024	0.128	0.045	0.075	0.033	0.075	0.200	0.103	0.152	0.684	0.102	0.021	0.203	0.000	0.163	0.174	0.180	0.095	0.081	0.151	0.098	0.023	0.097	0.019	0.040	0.501	0.308	0.217	0.179	0.216	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	sex	age	num_shots	type_center	vaccinated	icu	inpatient_days	admission_datetime	discharge_datetime	hospital_outcome	death_datetime	delta_days_death	wave_3	wave_4	wave_5	wave_6	wave_7	pmhx_activecancer	pmhx_asthma	pmhx_chf	pmhx_copd	pmhx_diabetes	pmhx_hld	pmhx_htn	pmhx_obesity	lab_alt	lab_ast	lab_creatinine	lab_crp	lab_ddimer	lab_glucose	lab_hct	lab_hemoglobin	lab_inr	lab_ldh	lab_leukocyte	lab_lymphocyte	lab_lymphocyte_percentage	lab_mch	lab_mcv	lab_neutrophil	lab_neutrophil_percentage	lab_platelet	lab_potassium	lab_rbc	lab_sodium	lab_urea
0	0	26	0	County Hospital	0	1	15	2021-07-29	2021-08-13	0	NaT	<NA>	0	0	1	0	0	0	0	0	1	0	0	1	1	237.00	262.28	0.83	76.30	950.00	145.00	42.20	14.80	1.03	856.00	4.75	1.08	22.7	29.80	84.90	3.29	69.20	143.00	4.50	4.98	136.00	32.00
1	0	50	2	County Hospital	1	0	6	2022-01-01	2022-01-07	0	NaT	<NA>	0	0	0	1	0	0	0	0	0	0	1	0	0	39.76	46.06	1.19	101.05	1050.00	140.15	38.98	13.54	1.25	359.20	8.21	1.35	16.4	29.61	89.41	6.22	75.45	219.31	4.18	4.59	136.98	50.64
2	0	22	0	County Hospital	0	0	6	2021-02-03	2021-02-09	0	NaT	<NA>	1	0	0	0	0	0	0	0	0	0	0	0	1	168.00	130.93	0.86	30.50	800.00	103.00	44.20	16.30	0.87	313.00	10.84	1.09	10.1	28.10	76.20	9.04	83.40	248.00	3.80	5.79	133.00	33.00
3	1	41	0	County Hospital	0	0	10	2021-05-29	2021-06-08	0	NaT	<NA>	0	1	0	0	0	0	0	0	0	0	0	0	0	45.12	51.21	0.58	215.60	890.00	118.00	44.40	14.70	0.97	448.06	12.78	0.45	3.5	28.80	86.80	11.96	93.60	220.00	3.90	5.11	134.00	20.00
4	0	43	0	County Hospital	0	0	11	2021-05-29	2021-06-09	0	NaT	<NA>	0	1	0	0	0	0	0	0	0	0	0	0	0	69.00	50.97	0.99	224.50	340.00	118.00	44.70	15.10	1.14	271.00	10.00	0.58	5.8	30.20	89.50	9.11	91.10	229.00	3.90	5.00	131.00	36.64
5	0	78	3	County Hospital	1	0	14	2022-11-14	2022-11-28	0	NaT	<NA>	0	0	0	0	1	1	1	1	1	0	1	1	1	19.00	4.48	0.83	137.30	1737.75	136.00	43.20	14.20	0.96	134.00	12.05	2.66	22.1	32.10	97.90	8.45	70.10	115.00	3.60	4.42	137.00	41.00
6	1	56	0	County Hospital	0	1	53	2021-07-06	2021-08-28	1	2021-08-28	53	0	0	1	0	0	0	0	0	1	0	0	1	0	34.00	44.35	0.78	52.00	910.00	178.00	39.00	13.10	0.96	389.00	8.74	0.82	9.4	28.70	85.70	7.42	84.90	209.00	3.20	4.55	144.00	44.00
7	1	41	0	County Hospital	0	0	4	2021-04-08	2021-04-12	0	NaT	<NA>	0	1	0	0	0	0	0	0	0	0	0	1	0	10.00	6.01	0.52	39.20	1500.00	101.00	45.30	15.30	0.93	211.00	2.58	0.96	37.4	28.70	85.10	1.26	49.00	196.00	3.70	5.31	137.00	12.00
8	0	52	0	County Hospital	0	1	42	2021-04-14	2021-05-26	0	NaT	<NA>	0	1	0	0	0	0	0	0	0	1	1	0	1	141.00	158.99	0.96	77.80	340.00	178.00	45.90	15.60	0.95	640.00	6.98	1.39	19.9	29.00	85.40	5.11	73.20	188.00	3.80	5.37	132.00	26.00
11	0	81	2	County Hospital	1	0	7	2021-10-22	2021-10-29	0	NaT	<NA>	0	0	0	1	0	0	0	0	1	1	1	0	0	21.00	22.63	0.72	166.30	1910.00	121.00	40.60	13.30	1.15	313.00	6.80	1.15	16.9	30.50	92.90	5.02	73.80	322.00	3.70	4.37	134.00	19.00

	sex	age	num_shots	type_center	vaccinated	inpatient_days	admission_datetime	discharge_datetime	hospital_outcome	death_datetime	delta_days_death	wave_3	wave_4	wave_6	wave_7	pmhx_activecancer	pmhx_asthma	pmhx_chf	pmhx_chronicliver	pmhx_ckd	pmhx_copd	pmhx_dementia	pmhx_diabetes	pmhx_hld	pmhx_htn	pmhx_obesity	lab_alt	lab_ast	lab_creatinine	lab_crp	lab_ddimer	lab_glucose	lab_hct	lab_hemoglobin	lab_inr	lab_ldh	lab_leukocyte	lab_lymphocyte	lab_lymphocyte_percentage	lab_mch	lab_mcv	lab_neutrophil	lab_neutrophil_percentage	lab_platelet	lab_potassium	lab_rbc	lab_sodium	lab_urea
49952	0	67	0	County Hospital	0	4	2021-01-27	2021-01-31	0	NaT	<NA>	1	0	0	0	0	0	0	1	0	0	1	1	1	1	0	33.00	27.00	0.75	81.00	2233.00	237.00	37.20	12.10	1.13	243.00	9.67	1.46	15.10	28.90	89.00	7.23	74.80	309.0	5.00	4.18	137.0	21.00
49955	1	87	2	County Hospital	1	3	2021-12-29	2022-01-01	1	2022-01-01	3	0	0	1	0	0	0	0	0	0	0	1	1	1	1	0	40.97	51.44	1.07	122.16	410.86	161.33	38.54	13.55	1.19	405.56	8.07	1.35	15.11	29.71	86.28	6.02	76.58	210.0	4.25	4.58	121.0	28.30
49956	1	60	0	County Hospital	0	35	2021-02-26	2021-04-02	1	2021-04-02	35	1	0	0	0	0	0	0	0	0	0	0	1	1	1	0	25.00	77.00	1.21	260.60	5222.00	193.00	39.20	12.70	1.56	1270.00	7.13	0.97	13.70	28.20	87.10	5.82	81.70	289.0	4.60	4.50	129.0	43.00
49958	0	62	3	County Hospital	1	7	2022-08-12	2022-08-19	0	NaT	<NA>	0	0	0	1	0	1	0	0	0	1	0	1	1	0	1	16.00	28.00	0.88	310.40	893.00	148.00	43.50	14.00	1.24	499.90	16.33	1.35	8.30	28.20	87.50	13.78	84.40	354.0	5.20	4.97	133.0	20.00
49959	0	46	2	County Hospital	1	4	2022-01-06	2022-01-10	0	NaT	<NA>	0	0	1	0	1	0	0	0	0	0	0	0	1	1	1	32.00	23.00	0.88	194.40	882.00	110.00	35.40	12.10	1.21	310.00	9.55	1.15	12.10	31.70	92.70	7.32	76.70	297.0	4.10	3.82	135.0	26.00
49960	1	32	0	County Hospital	0	5	2021-05-06	2021-05-11	0	NaT	<NA>	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	20.00	24.00	0.61	34.20	424.00	96.00	37.30	12.10	1.16	294.00	8.86	1.66	18.80	27.60	85.20	6.27	70.80	319.0	4.30	4.38	139.0	21.00
49961	1	77	0	County Hospital	0	10	2020-12-29	2021-01-08	0	NaT	<NA>	1	0	0	0	0	0	0	0	0	0	0	1	1	1	0	13.00	29.00	0.92	183.80	1116.00	98.00	46.40	14.90	1.12	360.00	3.24	0.89	27.50	31.00	96.70	2.20	68.20	162.0	4.10	4.80	134.0	23.00
49965	1	85	3	County Hospital	1	6	2022-05-18	2022-05-24	0	NaT	<NA>	0	0	0	1	0	0	1	0	1	0	1	1	1	1	1	11.00	14.00	1.49	193.60	1059.00	226.00	40.20	12.30	1.32	153.00	18.14	1.45	8.00	30.80	100.80	15.65	86.30	480.0	4.30	3.99	135.0	76.29
49966	1	84	0	County Hospital	0	4	2021-01-16	2021-01-20	0	NaT	<NA>	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	16.00	30.00	0.88	171.40	1109.00	118.00	36.90	12.10	1.33	433.00	6.78	0.96	14.30	30.30	92.50	4.84	71.40	179.0	3.70	3.99	136.0	35.00
49968	1	88	3	County Hospital	1	7	2022-06-25	2022-07-02	0	NaT	<NA>	0	0	0	1	0	1	0	0	0	1	0	0	1	1	0	31.00	19.00	0.87	68.80	791.00	113.00	34.90	11.60	1.21	180.00	7.18	0.74	10.40	32.30	97.20	5.80	80.90	186.0	3.50	3.59	133.0	32.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common